DETROIT—Detroit, the fallen capital of U.S. industrial might, was declared eligible Tuesday for the largest-ever municipal bankruptcy, clearing an important hurdle for the cash-poor city to restructure billions of dollars in debt.

Five months after the city filed for Chapter 9 protection, U.S. Bankruptcy Judge Steven Rhodes said Detroit was entitled to reorganize under bankruptcy law, describing his ruling as a potential "fresh...